Researchers have focused a lot of emphasis on the field of medical science. Several researchers have pinpointed a variety of explanations for human early mortality. The relevant research has established that several factors can lead to diseases, with heart-related conditions being one such factor. Numerous researchers put up unique ideas to prolong human life and assist medical professionals in identifying, preventing, and treating cardiac disease. Although some of the practical approaches make the expert's choice easier, every effective plan has limitations of its own. The suggested method analyzes a decision tree, random forest, xGBoost, and hybrid model act robustly. Following a process analysis, the intended method is cleverly constructed. First, the goal is to determine which approach is best for you and analyze the data.

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